Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 252 |
| Missing cells | 835 |
| Missing cells (%) | 22.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 44.2 KiB |
| Average record size in memory | 179.7 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 1 |
Reproduction
| Analysis started | 2021-03-25 02:40:10.947288 |
|---|---|
| Analysis finished | 2021-03-25 02:41:11.979641 |
| Duration | 1 minute and 1.03 second |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
avg temp is highly correlated with min temp | High correlation |
min temp is highly correlated with avg temp | High correlation |
pop2019 is highly correlated with pop2020 | High correlation |
pop2020 is highly correlated with pop2019 | High correlation |
Safety Index is highly correlated with Crime Index | High correlation |
Crime Index is highly correlated with Safety Index | High correlation |
max temp has 6 (2.4%) missing values | Missing |
min temp has 6 (2.4%) missing values | Missing |
avg rainfall has 7 (2.8%) missing values | Missing |
Cost of Living pw has 94 (37.3%) missing values | Missing |
pop2020 has 35 (13.9%) missing values | Missing |
pop2019 has 35 (13.9%) missing values | Missing |
GrowthRate has 35 (13.9%) missing values | Missing |
area has 35 (13.9%) missing values | Missing |
Density has 35 (13.9%) missing values | Missing |
Crime Index has 122 (48.4%) missing values | Missing |
Safety Index has 122 (48.4%) missing values | Missing |
Health Care Index has 161 (63.9%) missing values | Missing |
Pollution Index has 142 (56.3%) missing values | Missing |
Country has unique values | Unique |
| Distinct count | 252 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 KiB |
| Saint Kitts And Nevis | 1 |
|---|---|
| Ecuador | 1 |
| Angola | 1 |
| Nauru | 1 |
| U.S. Virgin Islands | 1 |
| Other values (247) |
| Value | Count | Frequency (%) | |
| Saint Kitts And Nevis | 1 | 0.4% | |
| Ecuador | 1 | 0.4% | |
| Angola | 1 | 0.4% | |
| Nauru | 1 | 0.4% | |
| U.S. Virgin Islands | 1 | 0.4% | |
| Belgium | 1 | 0.4% | |
| Norway | 1 | 0.4% | |
| Syria | 1 | 0.4% | |
| Brunei | 1 | 0.4% | |
| Western Sahara | 1 | 0.4% | |
| Bhutan | 1 | 0.4% | |
| Samoa | 1 | 0.4% | |
| Bahrain | 1 | 0.4% | |
| Monaco | 1 | 0.4% | |
| Indian Ocean Island | 1 | 0.4% | |
| Comoros | 1 | 0.4% | |
| Kosovo | 1 | 0.4% | |
| India | 1 | 0.4% | |
| Montserrat | 1 | 0.4% | |
| Lithuania | 1 | 0.4% | |
| Bolivia | 1 | 0.4% | |
| South Africa | 1 | 0.4% | |
| Faroe Islands | 1 | 0.4% | |
| Costa Rica | 1 | 0.4% | |
| Mauritania | 1 | 0.4% | |
| Other values (227) | 227 | 90.1% |
Length
| Max length | 44 |
|---|---|
| Median length | 8 |
| Mean length | 9.888888889 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 344 | 13.8% | |
| n | 213 | 8.5% | |
| i | 194 | 7.8% | |
| e | 168 | 6.7% | |
| r | 138 | 5.5% | |
| o | 124 | 5.0% | |
| 119 | 4.8% | ||
| s | 108 | 4.3% | |
| l | 104 | 4.2% | |
| t | 99 | 4.0% | |
| d | 88 | 3.5% | |
| u | 88 | 3.5% | |
| c | 49 | 2.0% | |
| h | 44 | 1.8% | |
| S | 44 | 1.8% | |
| m | 43 | 1.7% | |
| g | 36 | 1.4% | |
| I | 36 | 1.4% | |
| A | 33 | 1.3% | |
| b | 32 | 1.3% | |
| M | 28 | 1.1% | |
| C | 26 | 1.0% | |
| B | 24 | 1.0% | |
| y | 24 | 1.0% | |
| T | 23 | 0.9% | |
| Other values (32) | 263 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 1995 | 80.1% | |
| Uppercase Letter | 374 | 15.0% | |
| Space Separator | 119 | 4.8% | |
| Other Punctuation | 3 | 0.1% | |
| Dash Punctuation | 1 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| S | 44 | 11.8% | |
| I | 36 | 9.6% | |
| A | 33 | 8.8% | |
| M | 28 | 7.5% | |
| C | 26 | 7.0% | |
| B | 24 | 6.4% | |
| T | 23 | 6.1% | |
| G | 22 | 5.9% | |
| N | 18 | 4.8% | |
| P | 15 | 4.0% | |
| L | 13 | 3.5% | |
| F | 11 | 2.9% | |
| R | 11 | 2.9% | |
| E | 11 | 2.9% | |
| K | 10 | 2.7% | |
| O | 8 | 2.1% | |
| U | 8 | 2.1% | |
| V | 7 | 1.9% | |
| D | 7 | 1.9% | |
| H | 6 | 1.6% | |
| J | 4 | 1.1% | |
| W | 4 | 1.1% | |
| Z | 3 | 0.8% | |
| Q | 1 | 0.3% | |
| Y | 1 | 0.3% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 344 | 17.2% | |
| n | 213 | 10.7% | |
| i | 194 | 9.7% | |
| e | 168 | 8.4% | |
| r | 138 | 6.9% | |
| o | 124 | 6.2% | |
| s | 108 | 5.4% | |
| l | 104 | 5.2% | |
| t | 99 | 5.0% | |
| d | 88 | 4.4% | |
| u | 88 | 4.4% | |
| c | 49 | 2.5% | |
| h | 44 | 2.2% | |
| m | 43 | 2.2% | |
| g | 36 | 1.8% | |
| b | 32 | 1.6% | |
| y | 24 | 1.2% | |
| p | 20 | 1.0% | |
| k | 18 | 0.9% | |
| w | 14 | 0.7% | |
| z | 13 | 0.7% | |
| v | 13 | 0.7% | |
| f | 8 | 0.4% | |
| q | 5 | 0.3% | |
| j | 4 | 0.2% | |
| Other values (3) | 4 | 0.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 119 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 2 | 66.7% | |
| ' | 1 | 33.3% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 1 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 2369 | 95.1% | |
| Common | 123 | 4.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 344 | 14.5% | |
| n | 213 | 9.0% | |
| i | 194 | 8.2% | |
| e | 168 | 7.1% | |
| r | 138 | 5.8% | |
| o | 124 | 5.2% | |
| s | 108 | 4.6% | |
| l | 104 | 4.4% | |
| t | 99 | 4.2% | |
| d | 88 | 3.7% | |
| u | 88 | 3.7% | |
| c | 49 | 2.1% | |
| h | 44 | 1.9% | |
| S | 44 | 1.9% | |
| m | 43 | 1.8% | |
| g | 36 | 1.5% | |
| I | 36 | 1.5% | |
| A | 33 | 1.4% | |
| b | 32 | 1.4% | |
| M | 28 | 1.2% | |
| C | 26 | 1.1% | |
| B | 24 | 1.0% | |
| y | 24 | 1.0% | |
| T | 23 | 1.0% | |
| G | 22 | 0.9% | |
| Other values (28) | 237 | 10.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 119 | 96.7% | ||
| . | 2 | 1.6% | |
| ' | 1 | 0.8% | |
| - | 1 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2490 | 99.9% | |
| None | 2 | 0.1% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 344 | 13.8% | |
| n | 213 | 8.6% | |
| i | 194 | 7.8% | |
| e | 168 | 6.7% | |
| r | 138 | 5.5% | |
| o | 124 | 5.0% | |
| 119 | 4.8% | ||
| s | 108 | 4.3% | |
| l | 104 | 4.2% | |
| t | 99 | 4.0% | |
| d | 88 | 3.5% | |
| u | 88 | 3.5% | |
| c | 49 | 2.0% | |
| h | 44 | 1.8% | |
| S | 44 | 1.8% | |
| m | 43 | 1.7% | |
| g | 36 | 1.4% | |
| I | 36 | 1.4% | |
| A | 33 | 1.3% | |
| b | 32 | 1.3% | |
| M | 28 | 1.1% | |
| C | 26 | 1.0% | |
| B | 24 | 1.0% | |
| y | 24 | 1.0% | |
| T | 23 | 0.9% | |
| Other values (30) | 261 | 10.5% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| ç | 1 | 50.0% | |
| é | 1 | 50.0% |
| Distinct count | 159 |
|---|---|
| Unique (%) | 64.6% |
| Missing | 6 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.24548328830488 |
|---|---|
| Minimum | -3.388888889 |
| Maximum | 44.72222222 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -3.388888889 |
|---|---|
| 5-th percentile | 19.84722222 |
| Q1 | 27.33333333 |
| median | 30.52777778 |
| Q3 | 31.70833333 |
| 95-th percentile | 37.54166667 |
| Maximum | 44.72222222 |
| Range | 48.11111111 |
| Interquartile range (IQR) | 4.375000003 |
Descriptive statistics
| Standard deviation | 5.759087896 |
|---|---|
| Coefficient of variation (CV) | 0.1969223021 |
| Kurtosis | 5.31920254 |
| Mean | 29.24548329 |
| Median Absolute Deviation (MAD) | 1.888888885 |
| Skewness | -1.427360611 |
| Sum | 7194.388889 |
| Variance | 33.1670934 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 30.55555556 | 9 | 3.6% | |
| 31.11111111 | 8 | 3.2% | |
| 29.44444444 | 5 | 2.0% | |
| 30.72222222 | 4 | 1.6% | |
| 30.83333333 | 4 | 1.6% | |
| 29.88888889 | 4 | 1.6% | |
| 31.66666667 | 4 | 1.6% | |
| 30 | 4 | 1.6% | |
| 31 | 4 | 1.6% | |
| 31.27777778 | 4 | 1.6% | |
| 29.61111111 | 4 | 1.6% | |
| 31.16666667 | 4 | 1.6% | |
| 31.38888889 | 3 | 1.2% | |
| 30.61111111 | 3 | 1.2% | |
| 28.83333333 | 3 | 1.2% | |
| 34.88888889 | 3 | 1.2% | |
| 26.38888889 | 3 | 1.2% | |
| 31.77777778 | 3 | 1.2% | |
| 31.05555556 | 3 | 1.2% | |
| 32.22222222 | 3 | 1.2% | |
| 32.05555556 | 3 | 1.2% | |
| 30.22222222 | 2 | 0.8% | |
| 27.33333333 | 2 | 0.8% | |
| 32.72222222 | 2 | 0.8% | |
| 34.72222222 | 2 | 0.8% | |
| Other values (134) | 153 | 60.7% | |
| (Missing) | 6 | 2.4% |
| Value | Count | Frequency (%) | |
| -3.388888889 | 1 | 0.4% | |
| 7.888888889 | 1 | 0.4% | |
| 8.333333333 | 1 | 0.4% | |
| 12.22222222 | 1 | 0.4% | |
| 13.11111111 | 1 | 0.4% | |
| 13.5 | 1 | 0.4% | |
| 14.44444444 | 1 | 0.4% | |
| 16.11111111 | 1 | 0.4% | |
| 18.38888889 | 1 | 0.4% | |
| 18.77777778 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 44.72222222 | 1 | 0.4% | |
| 42.5 | 1 | 0.4% | |
| 40.66666667 | 1 | 0.4% | |
| 40.22222222 | 1 | 0.4% | |
| 40 | 1 | 0.4% | |
| 39.61111111 | 1 | 0.4% | |
| 38.72222222 | 1 | 0.4% | |
| 38.44444444 | 1 | 0.4% | |
| 38.38888889 | 1 | 0.4% | |
| 38.27777778 | 1 | 0.4% |
| Distinct count | 188 |
|---|---|
| Unique (%) | 76.4% |
| Missing | 6 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.88414634132927 |
|---|---|
| Minimum | -30.77777778 |
| Maximum | 26.66666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -30.77777778 |
|---|---|
| 5-th percentile | -7.777777778 |
| Q1 | 2.222222222 |
| median | 14.75 |
| Q3 | 20.88888889 |
| 95-th percentile | 23.54166667 |
| Maximum | 26.66666667 |
| Range | 57.44444445 |
| Interquartile range (IQR) | 18.66666667 |
Descriptive statistics
| Standard deviation | 11.62896143 |
|---|---|
| Coefficient of variation (CV) | 1.06843119 |
| Kurtosis | 0.04241873527 |
| Mean | 10.88414634 |
| Median Absolute Deviation (MAD) | 7.722222222 |
| Skewness | -0.8339571428 |
| Sum | 2677.5 |
| Variance | 135.2327439 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 22.77777778 | 7 | 2.8% | |
| 22.22222222 | 6 | 2.4% | |
| 23.33333333 | 5 | 2.0% | |
| 21.83333333 | 3 | 1.2% | |
| 19.05555556 | 3 | 1.2% | |
| 21.38888889 | 3 | 1.2% | |
| 21.11111111 | 3 | 1.2% | |
| 20.38888889 | 3 | 1.2% | |
| 21.66666667 | 3 | 1.2% | |
| 24.44444444 | 3 | 1.2% | |
| -5.333333333 | 3 | 1.2% | |
| 19.44444444 | 3 | 1.2% | |
| 12.22222222 | 2 | 0.8% | |
| 23.88888889 | 2 | 0.8% | |
| 19 | 2 | 0.8% | |
| 6.888888889 | 2 | 0.8% | |
| 4.611111111 | 2 | 0.8% | |
| 20.88888889 | 2 | 0.8% | |
| -7.777777778 | 2 | 0.8% | |
| 17.33333333 | 2 | 0.8% | |
| 9.888888889 | 2 | 0.8% | |
| -2.777777778 | 2 | 0.8% | |
| 18.22222222 | 2 | 0.8% | |
| 19.88888889 | 2 | 0.8% | |
| -3.777777778 | 2 | 0.8% | |
| Other values (163) | 175 | 69.4% | |
| (Missing) | 6 | 2.4% |
| Value | Count | Frequency (%) | |
| -30.77777778 | 1 | 0.4% | |
| -26.77777778 | 1 | 0.4% | |
| -21.72222222 | 1 | 0.4% | |
| -18.94444444 | 1 | 0.4% | |
| -17.11111111 | 1 | 0.4% | |
| -15.61111111 | 1 | 0.4% | |
| -13.72222222 | 1 | 0.4% | |
| -12.22222222 | 1 | 0.4% | |
| -12.16666667 | 1 | 0.4% | |
| -11.66666667 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 26.66666667 | 1 | 0.4% | |
| 24.77777778 | 1 | 0.4% | |
| 24.61111111 | 1 | 0.4% | |
| 24.44444444 | 3 | 1.2% | |
| 24.33333333 | 1 | 0.4% | |
| 23.94444444 | 1 | 0.4% | |
| 23.88888889 | 2 | 0.8% | |
| 23.72222222 | 1 | 0.4% | |
| 23.61111111 | 1 | 0.4% | |
| 23.55555556 | 1 | 0.4% |
| Distinct count | 166 |
|---|---|
| Unique (%) | 65.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.71031746009524 |
|---|---|
| Minimum | -13.88888889 |
| Maximum | 28.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -13.88888889 |
|---|---|
| 5-th percentile | 5.616666667 |
| Q1 | 13.94444444 |
| median | 23.27777778 |
| Q3 | 26.23611111 |
| 95-th percentile | 27.5 |
| Maximum | 28.5 |
| Range | 42.38888889 |
| Interquartile range (IQR) | 12.29166667 |
Descriptive statistics
| Standard deviation | 7.986407305 |
|---|---|
| Coefficient of variation (CV) | 0.4051891767 |
| Kurtosis | 0.529896522 |
| Mean | 19.71031746 |
| Median Absolute Deviation (MAD) | 3.861111115 |
| Skewness | -1.044214094 |
| Sum | 4967 |
| Variance | 63.78270164 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 27.22222222 | 10 | 4.0% | |
| 27 | 4 | 1.6% | |
| 25.55555556 | 4 | 1.6% | |
| 26.11111111 | 4 | 1.6% | |
| 27.5 | 4 | 1.6% | |
| 24.66666667 | 4 | 1.6% | |
| 24.72222222 | 4 | 1.6% | |
| 25 | 4 | 1.6% | |
| 26.27777778 | 3 | 1.2% | |
| 26.55555556 | 3 | 1.2% | |
| 26.38888889 | 3 | 1.2% | |
| 26.77777778 | 3 | 1.2% | |
| 25.38888889 | 3 | 1.2% | |
| 26.94444444 | 3 | 1.2% | |
| 26.72222222 | 3 | 1.2% | |
| 26.66666667 | 3 | 1.2% | |
| 18.61111111 | 2 | 0.8% | |
| 26.61111111 | 2 | 0.8% | |
| 10.11111111 | 2 | 0.8% | |
| 20.16666667 | 2 | 0.8% | |
| 8.666666667 | 2 | 0.8% | |
| 18.72222222 | 2 | 0.8% | |
| 15.38888889 | 2 | 0.8% | |
| 24.44444444 | 2 | 0.8% | |
| 26.33333333 | 2 | 0.8% | |
| Other values (141) | 172 | 68.3% |
| Value | Count | Frequency (%) | |
| -13.88888889 | 1 | 0.4% | |
| -5.333333333 | 1 | 0.4% | |
| -0.944444444 | 1 | 0.4% | |
| -0.666666667 | 1 | 0.4% | |
| 1.666666667 | 1 | 0.4% | |
| 2.555555556 | 1 | 0.4% | |
| 3.333333333 | 1 | 0.4% | |
| 3.611111111 | 1 | 0.4% | |
| 4.333333333 | 1 | 0.4% | |
| 4.611111111 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 28.5 | 1 | 0.4% | |
| 28.38888889 | 1 | 0.4% | |
| 28.33333333 | 2 | 0.8% | |
| 28.27777778 | 1 | 0.4% | |
| 28 | 2 | 0.8% | |
| 27.88888889 | 1 | 0.4% | |
| 27.83333333 | 2 | 0.8% | |
| 27.66666667 | 1 | 0.4% | |
| 27.5 | 4 | 1.6% | |
| 27.38888889 | 1 | 0.4% |
| Distinct count | 219 |
|---|---|
| Unique (%) | 89.4% |
| Missing | 7 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1213.6223673469387 |
|---|---|
| Minimum | 50.8 |
| Maximum | 3716.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 50.8 |
|---|---|
| 5-th percentile | 187.96 |
| Q1 | 627.38 |
| median | 1061.72 |
| Q3 | 1666.24 |
| 95-th percentile | 2710.18 |
| Maximum | 3716.02 |
| Range | 3665.22 |
| Interquartile range (IQR) | 1038.86 |
Descriptive statistics
| Standard deviation | 773.958475 |
|---|---|
| Coefficient of variation (CV) | 0.6377259482 |
| Kurtosis | 0.3288647396 |
| Mean | 1213.622367 |
| Median Absolute Deviation (MAD) | 487.68 |
| Skewness | 0.8510361977 |
| Sum | 297337.48 |
| Variance | 599011.721 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 510.54 | 3 | 1.2% | |
| 1143 | 2 | 0.8% | |
| 754.38 | 2 | 0.8% | |
| 541.02 | 2 | 0.8% | |
| 556.26 | 2 | 0.8% | |
| 695.96 | 2 | 0.8% | |
| 1084.58 | 2 | 0.8% | |
| 480.06 | 2 | 0.8% | |
| 1036.32 | 2 | 0.8% | |
| 876.3 | 2 | 0.8% | |
| 604.52 | 2 | 0.8% | |
| 1501.14 | 2 | 0.8% | |
| 1267.46 | 2 | 0.8% | |
| 1092.2 | 2 | 0.8% | |
| 627.38 | 2 | 0.8% | |
| 2461.26 | 2 | 0.8% | |
| 1043.94 | 2 | 0.8% | |
| 1363.98 | 2 | 0.8% | |
| 1943.1 | 2 | 0.8% | |
| 1930.4 | 2 | 0.8% | |
| 574.04 | 2 | 0.8% | |
| 187.96 | 2 | 0.8% | |
| 177.8 | 2 | 0.8% | |
| 1701.8 | 2 | 0.8% | |
| 1061.72 | 2 | 0.8% | |
| Other values (194) | 194 | 77.0% | |
| (Missing) | 7 | 2.8% |
| Value | Count | Frequency (%) | |
| 50.8 | 1 | 0.4% | |
| 53.34 | 1 | 0.4% | |
| 68.58 | 1 | 0.4% | |
| 73.66 | 1 | 0.4% | |
| 78.74 | 1 | 0.4% | |
| 96.52 | 1 | 0.4% | |
| 104.14 | 1 | 0.4% | |
| 124.46 | 1 | 0.4% | |
| 129.54 | 1 | 0.4% | |
| 172.72 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3716.02 | 1 | 0.4% | |
| 3507.74 | 1 | 0.4% | |
| 3472.18 | 1 | 0.4% | |
| 3357.88 | 1 | 0.4% | |
| 3309.62 | 1 | 0.4% | |
| 3213.1 | 1 | 0.4% | |
| 3014.98 | 1 | 0.4% | |
| 2857.5 | 1 | 0.4% | |
| 2839.72 | 1 | 0.4% | |
| 2806.7 | 1 | 0.4% |
| Distinct count | 158 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 94 |
| Missing (%) | 37.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 688.668595441353 |
|---|---|
| Minimum | 214.84594135586087 |
| Maximum | 2997.941944167723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 214.8459414 |
|---|---|
| 5-th percentile | 267.825228 |
| Q1 | 398.4845653 |
| median | 557.2123888 |
| Q3 | 939.3838381 |
| 95-th percentile | 1387.316646 |
| Maximum | 2997.941944 |
| Range | 2783.096003 |
| Interquartile range (IQR) | 540.8992728 |
Descriptive statistics
| Standard deviation | 401.0604482 |
|---|---|
| Coefficient of variation (CV) | 0.5823707526 |
| Kurtosis | 6.827432169 |
| Mean | 688.6685954 |
| Median Absolute Deviation (MAD) | 198.4591785 |
| Skewness | 1.952641582 |
| Sum | 108809.6381 |
| Variance | 160849.4831 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 824.4646914 | 1 | 0.4% | |
| 769.7962376 | 1 | 0.4% | |
| 1515.948494 | 1 | 0.4% | |
| 258.6884156 | 1 | 0.4% | |
| 377.5112534 | 1 | 0.4% | |
| 522.63524 | 1 | 0.4% | |
| 1156.960153 | 1 | 0.4% | |
| 437.4764172 | 1 | 0.4% | |
| 640.4122752 | 1 | 0.4% | |
| 226.017241 | 1 | 0.4% | |
| 1050.4246 | 1 | 0.4% | |
| 445.120199 | 1 | 0.4% | |
| 433.4339705 | 1 | 0.4% | |
| 537.6999012 | 1 | 0.4% | |
| 498.2888711 | 1 | 0.4% | |
| 286.0933526 | 1 | 0.4% | |
| 357.9331855 | 1 | 0.4% | |
| 260.4551698 | 1 | 0.4% | |
| 1378.903125 | 1 | 0.4% | |
| 514.5840101 | 1 | 0.4% | |
| 408.151575 | 1 | 0.4% | |
| 447.5357533 | 1 | 0.4% | |
| 717.0625714 | 1 | 0.4% | |
| 631.1987674 | 1 | 0.4% | |
| 1286.036211 | 1 | 0.4% | |
| Other values (133) | 133 | 52.8% | |
| (Missing) | 94 | 37.3% |
| Value | Count | Frequency (%) | |
| 214.8459414 | 1 | 0.4% | |
| 226.017241 | 1 | 0.4% | |
| 235.3699375 | 1 | 0.4% | |
| 244.698252 | 1 | 0.4% | |
| 247.0894374 | 1 | 0.4% | |
| 258.6884156 | 1 | 0.4% | |
| 260.4551698 | 1 | 0.4% | |
| 261.372488 | 1 | 0.4% | |
| 268.9639468 | 1 | 0.4% | |
| 277.3390457 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2997.941944 | 1 | 0.4% | |
| 2194.585649 | 1 | 0.4% | |
| 1682.4154 | 1 | 0.4% | |
| 1515.948494 | 1 | 0.4% | |
| 1422.494421 | 1 | 0.4% | |
| 1394.066611 | 1 | 0.4% | |
| 1391.62027 | 1 | 0.4% | |
| 1390.42207 | 1 | 0.4% | |
| 1386.76863 | 1 | 0.4% | |
| 1378.903125 | 1 | 0.4% |
| Distinct count | 217 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35272.831069124426 |
|---|---|
| Minimum | 1.357 |
| Maximum | 1439323.7759999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 1.357 |
|---|---|
| 5-th percentile | 27.8036 |
| Q1 | 555.987 |
| median | 6486.205 |
| Q3 | 23816.775 |
| 95-th percentile | 117266.1626 |
| Maximum | 1439323.776 |
| Range | 1439322.419 |
| Interquartile range (IQR) | 23260.788 |
Descriptive statistics
| Standard deviation | 140321.4118 |
|---|---|
| Coefficient of variation (CV) | 3.978172648 |
| Kurtosis | 85.00049697 |
| Mean | 35272.83107 |
| Median Absolute Deviation (MAD) | 6375.265 |
| Skewness | 8.892459894 |
| Sum | 7654204.342 |
| Variance | 1.96900986e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 59.19 | 1 | 0.4% | |
| 4105.267 | 1 | 0.4% | |
| 206139.589 | 1 | 0.4% | |
| 33.691 | 1 | 0.4% | |
| 11193.725 | 1 | 0.4% | |
| 57.559 | 1 | 0.4% | |
| 6524.195 | 1 | 0.4% | |
| 9537.645 | 1 | 0.4% | |
| 164689.383 | 1 | 0.4% | |
| 15893.222 | 1 | 0.4% | |
| 65.722 | 1 | 0.4% | |
| 43851.044 | 1 | 0.4% | |
| 2351.627 | 1 | 0.4% | |
| 400.124 | 1 | 0.4% | |
| 11326.616 | 1 | 0.4% | |
| 21413.249 | 1 | 0.4% | |
| 8278.724 | 1 | 0.4% | |
| 98.347 | 1 | 0.4% | |
| 18776.707 | 1 | 0.4% | |
| 219.159 | 1 | 0.4% | |
| 56.77 | 1 | 0.4% | |
| 65273.511 | 1 | 0.4% | |
| 23816.775 | 1 | 0.4% | |
| 6948.445 | 1 | 0.4% | |
| 3989.167 | 1 | 0.4% | |
| Other values (192) | 192 | 76.2% | |
| (Missing) | 35 | 13.9% |
| Value | Count | Frequency (%) | |
| 1.357 | 1 | 0.4% | |
| 1.626 | 1 | 0.4% | |
| 3.48 | 1 | 0.4% | |
| 4.992 | 1 | 0.4% | |
| 5.794 | 1 | 0.4% | |
| 10.824 | 1 | 0.4% | |
| 11.239 | 1 | 0.4% | |
| 11.792 | 1 | 0.4% | |
| 15.003 | 1 | 0.4% | |
| 17.564 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1439323.776 | 1 | 0.4% | |
| 1380004.385 | 1 | 0.4% | |
| 331002.651 | 1 | 0.4% | |
| 273523.615 | 1 | 0.4% | |
| 220892.34 | 1 | 0.4% | |
| 212559.417 | 1 | 0.4% | |
| 206139.589 | 1 | 0.4% | |
| 164689.383 | 1 | 0.4% | |
| 145934.462 | 1 | 0.4% | |
| 128932.753 | 1 | 0.4% |
| Distinct count | 217 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34915.886013824886 |
|---|---|
| Minimum | 1.34 |
| Maximum | 1433783.686 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 1.34 |
|---|---|
| 5-th percentile | 27.6256 |
| Q1 | 549.935 |
| median | 6415.85 |
| Q3 | 23310.715 |
| 95-th percentile | 115035.0442 |
| Maximum | 1433783.686 |
| Range | 1433782.346 |
| Interquartile range (IQR) | 22760.78 |
Descriptive statistics
| Standard deviation | 139329.8085 |
|---|---|
| Coefficient of variation (CV) | 3.990441728 |
| Kurtosis | 85.2045824 |
| Mean | 34915.88601 |
| Median Absolute Deviation (MAD) | 6303.847 |
| Skewness | 8.905073137 |
| Sum | 7576747.265 |
| Variance | 1.941279554e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 888.927 | 1 | 0.4% | |
| 615.729 | 1 | 0.4% | |
| 10047.718 | 1 | 0.4% | |
| 69625.582 | 1 | 0.4% | |
| 11333.483 | 1 | 0.4% | |
| 10226.187 | 1 | 0.4% | |
| 4974.986 | 1 | 0.4% | |
| 33.86 | 1 | 0.4% | |
| 42.388 | 1 | 0.4% | |
| 97.118 | 1 | 0.4% | |
| 30.03 | 1 | 0.4% | |
| 329064.917 | 1 | 0.4% | |
| 1355.986 | 1 | 0.4% | |
| 10738.958 | 1 | 0.4% | |
| 8519.377 | 1 | 0.4% | |
| 11801.151 | 1 | 0.4% | |
| 2759.627 | 1 | 0.4% | |
| 215.056 | 1 | 0.4% | |
| 33.701 | 1 | 0.4% | |
| 77.142 | 1 | 0.4% | |
| 127575.529 | 1 | 0.4% | |
| 270625.568 | 1 | 0.4% | |
| 1920.922 | 1 | 0.4% | |
| 145872.256 | 1 | 0.4% | |
| 6453.553 | 1 | 0.4% | |
| Other values (192) | 192 | 76.2% | |
| (Missing) | 35 | 13.9% |
| Value | Count | Frequency (%) | |
| 1.34 | 1 | 0.4% | |
| 1.615 | 1 | 0.4% | |
| 3.377 | 1 | 0.4% | |
| 4.989 | 1 | 0.4% | |
| 5.822 | 1 | 0.4% | |
| 10.756 | 1 | 0.4% | |
| 11.432 | 1 | 0.4% | |
| 11.646 | 1 | 0.4% | |
| 14.869 | 1 | 0.4% | |
| 17.548 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1433783.686 | 1 | 0.4% | |
| 1366417.754 | 1 | 0.4% | |
| 329064.917 | 1 | 0.4% | |
| 270625.568 | 1 | 0.4% | |
| 216565.318 | 1 | 0.4% | |
| 211049.527 | 1 | 0.4% | |
| 200963.599 | 1 | 0.4% | |
| 163046.161 | 1 | 0.4% | |
| 145872.256 | 1 | 0.4% | |
| 127575.529 | 1 | 0.4% |
| Distinct count | 165 |
|---|---|
| Unique (%) | 76.0% |
| Missing | 35 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0108603686635944 |
|---|---|
| Minimum | 0.9753 |
| Maximum | 1.0384 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.9753 |
|---|---|
| 5-th percentile | 0.99552 |
| Q1 | 1.0032 |
| median | 1.0097 |
| Q3 | 1.0181 |
| 95-th percentile | 1.0293 |
| Maximum | 1.0384 |
| Range | 0.0631 |
| Interquartile range (IQR) | 0.0149 |
Descriptive statistics
| Standard deviation | 0.01079959258 |
|---|---|
| Coefficient of variation (CV) | 0.01068356512 |
| Kurtosis | -0.07937089564 |
| Mean | 1.010860369 |
| Median Absolute Deviation (MAD) | 0.0072 |
| Skewness | 0.1453880134 |
| Sum | 219.3567 |
| Variance | 0.0001166311999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.0148 | 4 | 1.6% | |
| 1.0032 | 3 | 1.2% | |
| 1.0044 | 3 | 1.2% | |
| 1.0067 | 3 | 1.2% | |
| 1.0018 | 2 | 0.8% | |
| 1.0035 | 2 | 0.8% | |
| 1.0293 | 2 | 0.8% | |
| 1.0072 | 2 | 0.8% | |
| 1.0232 | 2 | 0.8% | |
| 1.0091 | 2 | 0.8% | |
| 1.0185 | 2 | 0.8% | |
| 1.0004 | 2 | 0.8% | |
| 1.0242 | 2 | 0.8% | |
| 1.0141 | 2 | 0.8% | |
| 1.0255 | 2 | 0.8% | |
| 1.0121 | 2 | 0.8% | |
| 1.0125 | 2 | 0.8% | |
| 1.0053 | 2 | 0.8% | |
| 1.0001 | 2 | 0.8% | |
| 1.0138 | 2 | 0.8% | |
| 1.0073 | 2 | 0.8% | |
| 1.0071 | 2 | 0.8% | |
| 1.0097 | 2 | 0.8% | |
| 1.0089 | 2 | 0.8% | |
| 1.0025 | 2 | 0.8% | |
| Other values (140) | 162 | 64.3% | |
| (Missing) | 35 | 13.9% |
| Value | Count | Frequency (%) | |
| 0.9753 | 1 | 0.4% | |
| 0.9831 | 1 | 0.4% | |
| 0.9865 | 1 | 0.4% | |
| 0.9892 | 1 | 0.4% | |
| 0.9926 | 1 | 0.4% | |
| 0.9934 | 1 | 0.4% | |
| 0.9939 | 2 | 0.8% | |
| 0.9941 | 1 | 0.4% | |
| 0.9952 | 2 | 0.8% | |
| 0.9956 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.0384 | 1 | 0.4% | |
| 1.0368 | 1 | 0.4% | |
| 1.0347 | 1 | 0.4% | |
| 1.0332 | 1 | 0.4% | |
| 1.0327 | 1 | 0.4% | |
| 1.0312 | 1 | 0.4% | |
| 1.0305 | 1 | 0.4% | |
| 1.0302 | 1 | 0.4% | |
| 1.03 | 1 | 0.4% | |
| 1.0298 | 1 | 0.4% |
| Distinct count | 217 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 612829.0414746543 |
|---|---|
| Minimum | 2.0 |
| Maximum | 17098242.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 134 |
| Q1 | 5765 |
| median | 89342 |
| Q3 | 450295 |
| 95-th percentile | 2152969.2 |
| Maximum | 17098242 |
| Range | 17098240 |
| Interquartile range (IQR) | 444530 |
Descriptive statistics
| Standard deviation | 1819577.6 |
|---|---|
| Coefficient of variation (CV) | 2.969143883 |
| Kurtosis | 40.75346853 |
| Mean | 612829.0415 |
| Median Absolute Deviation (MAD) | 89081 |
| Skewness | 5.905430961 |
| Sum | 132983902 |
| Variance | 3.310862641e+12 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1648195 | 1 | 0.4% | |
| 549 | 1 | 0.4% | |
| 377930 | 1 | 0.4% | |
| 390757 | 1 | 0.4% | |
| 51209 | 1 | 0.4% | |
| 272967 | 1 | 0.4% | |
| 36125 | 1 | 0.4% | |
| 3287590 | 1 | 0.4% | |
| 78865 | 1 | 0.4% | |
| 28896 | 1 | 0.4% | |
| 236800 | 1 | 0.4% | |
| 1862 | 1 | 0.4% | |
| 2586 | 1 | 0.4% | |
| 11586 | 1 | 0.4% | |
| 1759540 | 1 | 0.4% | |
| 12173 | 1 | 0.4% | |
| 923768 | 1 | 0.4% | |
| 1285216 | 1 | 0.4% | |
| 619745 | 1 | 0.4% | |
| 83534 | 1 | 0.4% | |
| 462840 | 1 | 0.4% | |
| 49037 | 1 | 0.4% | |
| 825615 | 1 | 0.4% | |
| 330803 | 1 | 0.4% | |
| 475442 | 1 | 0.4% | |
| Other values (192) | 192 | 76.2% | |
| (Missing) | 35 | 13.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.4% | |
| 6 | 1 | 0.4% | |
| 12 | 1 | 0.4% | |
| 21 | 1 | 0.4% | |
| 26 | 1 | 0.4% | |
| 34 | 1 | 0.4% | |
| 53 | 1 | 0.4% | |
| 54 | 1 | 0.4% | |
| 61 | 1 | 0.4% | |
| 91 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 17098242 | 1 | 0.4% | |
| 9984670 | 1 | 0.4% | |
| 9706961 | 1 | 0.4% | |
| 9372610 | 1 | 0.4% | |
| 8515767 | 1 | 0.4% | |
| 7692024 | 1 | 0.4% | |
| 3287590 | 1 | 0.4% | |
| 2780400 | 1 | 0.4% | |
| 2724900 | 1 | 0.4% | |
| 2381741 | 1 | 0.4% |
| Distinct count | 217 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 327.6227668202765 |
|---|---|
| Minimum | 0.0262 |
| Maximum | 19482.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.0262 |
|---|---|
| 5-th percentile | 3.8308 |
| Q1 | 32.0871 |
| median | 91.0683 |
| Q3 | 220.6439 |
| 95-th percentile | 676.3262 |
| Maximum | 19482 |
| Range | 19481.9738 |
| Interquartile range (IQR) | 188.5568 |
Descriptive statistics
| Standard deviation | 1486.720023 |
|---|---|
| Coefficient of variation (CV) | 4.537902045 |
| Kurtosis | 132.5832265 |
| Mean | 327.6227668 |
| Median Absolute Deviation (MAD) | 67.8878 |
| Skewness | 10.90340779 |
| Sum | 71094.1404 |
| Variance | 2210336.428 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 44.0898 | 1 | 0.4% | |
| 3.0214 | 1 | 0.4% | |
| 73.7186 | 1 | 0.4% | |
| 108.9102 | 1 | 0.4% | |
| 511.1796 | 1 | 0.4% | |
| 80.507 | 1 | 0.4% | |
| 101.493 | 1 | 0.4% | |
| 47.9578 | 1 | 0.4% | |
| 37.8823 | 1 | 0.4% | |
| 24.2182 | 1 | 0.4% | |
| 50.3059 | 1 | 0.4% | |
| 2.1897 | 1 | 0.4% | |
| 23.1805 | 1 | 0.4% | |
| 136.3588 | 1 | 0.4% | |
| 212.93 | 1 | 0.4% | |
| 2145.3229 | 1 | 0.4% | |
| 103.1404 | 1 | 0.4% | |
| 18.0763 | 1 | 0.4% | |
| 135.5381 | 1 | 0.4% | |
| 56.3061 | 1 | 0.4% | |
| 1104.8734 | 1 | 0.4% | |
| 3.9582 | 1 | 0.4% | |
| 377.9916 | 1 | 0.4% | |
| 25.2957 | 1 | 0.4% | |
| 555.082 | 1 | 0.4% | |
| Other values (192) | 192 | 76.2% | |
| (Missing) | 35 | 13.9% |
| Value | Count | Frequency (%) | |
| 0.0262 | 1 | 0.4% | |
| 0.2774 | 1 | 0.4% | |
| 2.062 | 1 | 0.4% | |
| 2.1897 | 1 | 0.4% | |
| 3.0214 | 1 | 0.4% | |
| 3.2765 | 1 | 0.4% | |
| 3.2916 | 1 | 0.4% | |
| 3.4816 | 1 | 0.4% | |
| 3.5488 | 1 | 0.4% | |
| 3.6413 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 19482 | 1 | 0.4% | |
| 8175.1225 | 1 | 0.4% | |
| 5616.8333 | 1 | 0.4% | |
| 2145.3229 | 1 | 0.4% | |
| 1769.8433 | 1 | 0.4% | |
| 1393.5823 | 1 | 0.4% | |
| 1246.7059 | 1 | 0.4% | |
| 1157.5185 | 1 | 0.4% | |
| 1104.8734 | 1 | 0.4% | |
| 717.0189 | 1 | 0.4% |
| Distinct count | 127 |
|---|---|
| Unique (%) | 97.7% |
| Missing | 122 |
| Missing (%) | 48.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.68484615384616 |
|---|---|
| Minimum | 12.29 |
| Maximum | 84.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 12.29 |
|---|---|
| 5-th percentile | 21.862 |
| Q1 | 32.3575 |
| median | 44.87 |
| Q3 | 55.39 |
| 95-th percentile | 68.784 |
| Maximum | 84.25 |
| Range | 71.96 |
| Interquartile range (IQR) | 23.0325 |
Descriptive statistics
| Standard deviation | 15.32926781 |
|---|---|
| Coefficient of variation (CV) | 0.3430529391 |
| Kurtosis | -0.4855484564 |
| Mean | 44.68484615 |
| Median Absolute Deviation (MAD) | 11.145 |
| Skewness | 0.1892583225 |
| Sum | 5809.03 |
| Variance | 234.9864515 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 41.19 | 2 | 0.8% | |
| 51.22 | 2 | 0.8% | |
| 55.39 | 2 | 0.8% | |
| 56.04 | 1 | 0.4% | |
| 43.01 | 1 | 0.4% | |
| 47.74 | 1 | 0.4% | |
| 46.23 | 1 | 0.4% | |
| 67.85 | 1 | 0.4% | |
| 46.56 | 1 | 0.4% | |
| 38.26 | 1 | 0.4% | |
| 50.03 | 1 | 0.4% | |
| 29.09 | 1 | 0.4% | |
| 31.66 | 1 | 0.4% | |
| 26.15 | 1 | 0.4% | |
| 23.35 | 1 | 0.4% | |
| 51.31 | 1 | 0.4% | |
| 40.13 | 1 | 0.4% | |
| 26.72 | 1 | 0.4% | |
| 44.14 | 1 | 0.4% | |
| 54.41 | 1 | 0.4% | |
| 31.97 | 1 | 0.4% | |
| 52.08 | 1 | 0.4% | |
| 55.64 | 1 | 0.4% | |
| 33.13 | 1 | 0.4% | |
| 55.77 | 1 | 0.4% | |
| Other values (102) | 102 | 40.5% | |
| (Missing) | 122 | 48.4% |
| Value | Count | Frequency (%) | |
| 12.29 | 1 | 0.4% | |
| 15.24 | 1 | 0.4% | |
| 15.35 | 1 | 0.4% | |
| 20.26 | 1 | 0.4% | |
| 20.79 | 1 | 0.4% | |
| 21.35 | 1 | 0.4% | |
| 21.79 | 1 | 0.4% | |
| 21.95 | 1 | 0.4% | |
| 22.62 | 1 | 0.4% | |
| 23.35 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 84.25 | 1 | 0.4% | |
| 80.24 | 1 | 0.4% | |
| 77.07 | 1 | 0.4% | |
| 76.37 | 1 | 0.4% | |
| 74.78 | 1 | 0.4% | |
| 70.95 | 1 | 0.4% | |
| 68.82 | 1 | 0.4% | |
| 68.74 | 1 | 0.4% | |
| 68.09 | 1 | 0.4% | |
| 67.85 | 1 | 0.4% |
| Distinct count | 127 |
|---|---|
| Unique (%) | 97.7% |
| Missing | 122 |
| Missing (%) | 48.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.31515384615384 |
|---|---|
| Minimum | 15.75 |
| Maximum | 87.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 15.75 |
|---|---|
| 5-th percentile | 31.216 |
| Q1 | 44.61 |
| median | 55.13 |
| Q3 | 67.6425 |
| 95-th percentile | 78.138 |
| Maximum | 87.71 |
| Range | 71.96 |
| Interquartile range (IQR) | 23.0325 |
Descriptive statistics
| Standard deviation | 15.32926781 |
|---|---|
| Coefficient of variation (CV) | 0.2771260087 |
| Kurtosis | -0.4855484564 |
| Mean | 55.31515385 |
| Median Absolute Deviation (MAD) | 11.145 |
| Skewness | -0.1892583225 |
| Sum | 7190.97 |
| Variance | 234.9864515 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 58.81 | 2 | 0.8% | |
| 44.61 | 2 | 0.8% | |
| 48.78 | 2 | 0.8% | |
| 73.14 | 1 | 0.4% | |
| 76.65 | 1 | 0.4% | |
| 64.58 | 1 | 0.4% | |
| 23.63 | 1 | 0.4% | |
| 56.99 | 1 | 0.4% | |
| 74.69 | 1 | 0.4% | |
| 76.62 | 1 | 0.4% | |
| 50.81 | 1 | 0.4% | |
| 42.11 | 1 | 0.4% | |
| 52.26 | 1 | 0.4% | |
| 35.78 | 1 | 0.4% | |
| 70.11 | 1 | 0.4% | |
| 61.07 | 1 | 0.4% | |
| 73.85 | 1 | 0.4% | |
| 50.8 | 1 | 0.4% | |
| 31.18 | 1 | 0.4% | |
| 70.26 | 1 | 0.4% | |
| 33.39 | 1 | 0.4% | |
| 60.62 | 1 | 0.4% | |
| 67.85 | 1 | 0.4% | |
| 53.04 | 1 | 0.4% | |
| 22.93 | 1 | 0.4% | |
| Other values (102) | 102 | 40.5% | |
| (Missing) | 122 | 48.4% |
| Value | Count | Frequency (%) | |
| 15.75 | 1 | 0.4% | |
| 19.76 | 1 | 0.4% | |
| 22.93 | 1 | 0.4% | |
| 23.63 | 1 | 0.4% | |
| 25.22 | 1 | 0.4% | |
| 29.05 | 1 | 0.4% | |
| 31.18 | 1 | 0.4% | |
| 31.26 | 1 | 0.4% | |
| 31.91 | 1 | 0.4% | |
| 32.15 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 87.71 | 1 | 0.4% | |
| 84.76 | 1 | 0.4% | |
| 84.65 | 1 | 0.4% | |
| 79.74 | 1 | 0.4% | |
| 79.21 | 1 | 0.4% | |
| 78.65 | 1 | 0.4% | |
| 78.21 | 1 | 0.4% | |
| 78.05 | 1 | 0.4% | |
| 77.38 | 1 | 0.4% | |
| 76.65 | 1 | 0.4% |
| Distinct count | 91 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 161 |
| Missing (%) | 63.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.72549450549451 |
|---|---|
| Minimum | 39.67 |
| Maximum | 86.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 39.67 |
|---|---|
| 5-th percentile | 45.19 |
| Q1 | 56.11 |
| median | 64.23 |
| Q3 | 72.22 |
| 95-th percentile | 79.38 |
| Maximum | 86.39 |
| Range | 46.72 |
| Interquartile range (IQR) | 16.11 |
Descriptive statistics
| Standard deviation | 10.39635163 |
|---|---|
| Coefficient of variation (CV) | 0.1631427377 |
| Kurtosis | -0.6481837785 |
| Mean | 63.72549451 |
| Median Absolute Deviation (MAD) | 8.14 |
| Skewness | -0.1448890211 |
| Sum | 5799.02 |
| Variance | 108.0841273 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 60.43 | 1 | 0.4% | |
| 66.38 | 1 | 0.4% | |
| 79.96 | 1 | 0.4% | |
| 73.58 | 1 | 0.4% | |
| 55.01 | 1 | 0.4% | |
| 64.23 | 1 | 0.4% | |
| 54.97 | 1 | 0.4% | |
| 67.12 | 1 | 0.4% | |
| 68.02 | 1 | 0.4% | |
| 58.28 | 1 | 0.4% | |
| 55.57 | 1 | 0.4% | |
| 46.21 | 1 | 0.4% | |
| 63.72 | 1 | 0.4% | |
| 78.4 | 1 | 0.4% | |
| 75.76 | 1 | 0.4% | |
| 48.89 | 1 | 0.4% | |
| 68.58 | 1 | 0.4% | |
| 70.88 | 1 | 0.4% | |
| 70.71 | 1 | 0.4% | |
| 73.76 | 1 | 0.4% | |
| 42.7 | 1 | 0.4% | |
| 60.52 | 1 | 0.4% | |
| 80.68 | 1 | 0.4% | |
| 50.66 | 1 | 0.4% | |
| 60.09 | 1 | 0.4% | |
| Other values (66) | 66 | 26.2% | |
| (Missing) | 161 | 63.9% |
| Value | Count | Frequency (%) | |
| 39.67 | 1 | 0.4% | |
| 42.7 | 1 | 0.4% | |
| 44.02 | 1 | 0.4% | |
| 44.44 | 1 | 0.4% | |
| 44.57 | 1 | 0.4% | |
| 45.81 | 1 | 0.4% | |
| 46.21 | 1 | 0.4% | |
| 48.89 | 1 | 0.4% | |
| 50.66 | 1 | 0.4% | |
| 51.62 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 86.39 | 1 | 0.4% | |
| 82.34 | 1 | 0.4% | |
| 80.99 | 1 | 0.4% | |
| 80.68 | 1 | 0.4% | |
| 79.96 | 1 | 0.4% | |
| 78.8 | 1 | 0.4% | |
| 78.4 | 1 | 0.4% | |
| 78.08 | 1 | 0.4% | |
| 77.71 | 1 | 0.4% | |
| 76.4 | 1 | 0.4% |
| Distinct count | 108 |
|---|---|
| Unique (%) | 98.2% |
| Missing | 142 |
| Missing (%) | 56.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.602454545454535 |
|---|---|
| Minimum | 11.86 |
| Maximum | 92.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 11.86 |
|---|---|
| 5-th percentile | 19.6005 |
| Q1 | 40.635 |
| median | 61.22 |
| Q3 | 74.345 |
| 95-th percentile | 87.0845 |
| Maximum | 92.2 |
| Range | 80.34 |
| Interquartile range (IQR) | 33.71 |
Descriptive statistics
| Standard deviation | 21.03512245 |
|---|---|
| Coefficient of variation (CV) | 0.3651775365 |
| Kurtosis | -0.8191765969 |
| Mean | 57.60245455 |
| Median Absolute Deviation (MAD) | 14.485 |
| Skewness | -0.439662382 |
| Sum | 6336.27 |
| Variance | 442.4763765 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 72.62 | 2 | 0.8% | |
| 58.42 | 2 | 0.8% | |
| 18.44 | 1 | 0.4% | |
| 64.48 | 1 | 0.4% | |
| 75.44 | 1 | 0.4% | |
| 79.62 | 1 | 0.4% | |
| 25.28 | 1 | 0.4% | |
| 75.12 | 1 | 0.4% | |
| 54.53 | 1 | 0.4% | |
| 53.93 | 1 | 0.4% | |
| 75.39 | 1 | 0.4% | |
| 36.3 | 1 | 0.4% | |
| 50.45 | 1 | 0.4% | |
| 20.4 | 1 | 0.4% | |
| 84.35 | 1 | 0.4% | |
| 23.27 | 1 | 0.4% | |
| 73.57 | 1 | 0.4% | |
| 89.35 | 1 | 0.4% | |
| 87.35 | 1 | 0.4% | |
| 74.44 | 1 | 0.4% | |
| 11.86 | 1 | 0.4% | |
| 22.65 | 1 | 0.4% | |
| 70.85 | 1 | 0.4% | |
| 27.48 | 1 | 0.4% | |
| 78.96 | 1 | 0.4% | |
| Other values (83) | 83 | 32.9% | |
| (Missing) | 142 | 56.3% |
| Value | Count | Frequency (%) | |
| 11.86 | 1 | 0.4% | |
| 16.24 | 1 | 0.4% | |
| 18.14 | 1 | 0.4% | |
| 18.44 | 1 | 0.4% | |
| 19.01 | 1 | 0.4% | |
| 19.2 | 1 | 0.4% | |
| 20.09 | 1 | 0.4% | |
| 20.4 | 1 | 0.4% | |
| 22.65 | 1 | 0.4% | |
| 23.27 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 92.2 | 1 | 0.4% | |
| 91.84 | 1 | 0.4% | |
| 89.77 | 1 | 0.4% | |
| 89.35 | 1 | 0.4% | |
| 88.98 | 1 | 0.4% | |
| 87.35 | 1 | 0.4% | |
| 86.76 | 1 | 0.4% | |
| 85.92 | 1 | 0.4% | |
| 84.91 | 1 | 0.4% | |
| 84.35 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country | max temp | min temp | avg temp | avg rainfall | Cost of Living pw | pop2020 | pop2019 | GrowthRate | area | Density | Crime Index | Safety Index | Health Care Index | Pollution Index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | 35.388889 | -3.555556 | 14.055556 | 353.06 | 261.372488 | 38928.346 | 38041.754 | 1.0233 | 652230.0 | 58.3257 | 76.37 | 23.63 | NaN | 92.20 |
| 1 | Albania | 29.888889 | 4.166667 | 14.166667 | 1229.36 | 406.039891 | 2877.797 | 2880.917 | 0.9989 | 28748.0 | 100.2128 | 41.64 | 58.36 | 50.66 | 78.59 |
| 2 | Algeria | 34.277778 | 4.555556 | 17.444444 | 462.28 | 258.688416 | 43851.044 | 43053.054 | 1.0185 | 2381741.0 | 18.0763 | 51.88 | 48.12 | 55.01 | 65.32 |
| 3 | American Samoa | 30.833333 | 17.055556 | 27.111111 | 3507.74 | NaN | 55.191 | 55.312 | 0.9978 | 199.0 | 277.9497 | NaN | NaN | NaN | NaN |
| 4 | Andorra | 20.388889 | -5.055556 | 5.666667 | 1143.00 | 739.045561 | 77.265 | 77.142 | 1.0016 | 468.0 | 164.8333 | NaN | NaN | NaN | NaN |
| 5 | Angola | 28.722222 | 11.166667 | 21.277778 | 993.14 | 648.300833 | 32866.272 | 31825.295 | 1.0327 | 1246700.0 | 25.5276 | 66.63 | 33.37 | NaN | NaN |
| 6 | Anguilla | 31.111111 | 23.333333 | 27.666667 | 1092.20 | NaN | 15.003 | 14.869 | 1.0090 | 91.0 | 163.3956 | NaN | NaN | NaN | NaN |
| 7 | Antarctica | -3.388889 | -30.777778 | -13.888889 | 416.56 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | Antigua And Barbuda | 30.055556 | 22.333333 | 26.444444 | 739.14 | NaN | 97.929 | 97.118 | 1.0084 | 442.0 | 219.7240 | NaN | NaN | NaN | NaN |
| 9 | Thailand | 34.888889 | 18.222222 | 27.055556 | 1615.44 | 511.342257 | 69799.978 | 69625.582 | 1.0025 | 513120.0 | 135.6906 | 39.38 | 60.62 | 78.08 | 75.39 |
Last rows
| Country | max temp | min temp | avg temp | avg rainfall | Cost of Living pw | pop2020 | pop2019 | GrowthRate | area | Density | Crime Index | Safety Index | Health Care Index | Pollution Index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 242 | Netherlands | 20.777778 | -0.222222 | 9.555556 | 754.38 | 1156.960153 | 17134.872 | 17097.130 | 1.0022 | 41850.0 | 408.5336 | 27.22 | 72.78 | 75.76 | 25.28 |
| 243 | Venezuela | 30.555556 | 19.111111 | 24.666667 | 1115.06 | 444.194652 | 28435.940 | 28515.829 | 0.9972 | 916445.0 | 31.1157 | 84.25 | 15.75 | 39.67 | 75.12 |
| 244 | United Kingdom | 19.833333 | 1.444444 | 9.333333 | 754.38 | 1161.249364 | 67886.011 | 67530.172 | 1.0053 | 242900.0 | 278.0164 | 45.26 | 54.74 | 74.93 | 40.25 |
| 245 | Wake Island | 31.333333 | 22.444444 | 26.944444 | 909.32 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 246 | Wallis And Futuna | 30.555556 | 23.888889 | 27.000000 | 3309.62 | NaN | 11.239 | 11.432 | 0.9831 | 142.0 | 80.5070 | NaN | NaN | NaN | NaN |
| 247 | West Bank | NaN | NaN | 15.388889 | 604.52 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 248 | Western Sahara | 29.888889 | 13.000000 | 21.000000 | 68.58 | NaN | 597.339 | 582.463 | 1.0255 | 266000.0 | 2.1897 | NaN | NaN | NaN | NaN |
| 249 | Yemen | 33.777778 | 20.666667 | 27.055556 | 53.34 | 392.618799 | 29825.964 | 29161.922 | 1.0228 | 527968.0 | 55.2343 | NaN | NaN | NaN | NaN |
| 250 | Zambia | 31.722222 | 8.722222 | 21.000000 | 1043.94 | 268.963947 | 18383.955 | 17861.030 | 1.0293 | 752612.0 | 23.7321 | 43.22 | 56.78 | NaN | NaN |
| 251 | Zimbabwe | 29.055556 | 7.166667 | 19.666667 | 764.54 | 509.399047 | 14862.924 | 14645.468 | 1.0148 | 390757.0 | 37.4797 | 58.88 | 41.12 | NaN | 74.44 |